A web application using [FastAPI + streamlit + Docker] Neural Style Transfer (NST) refers to a class of software algorithms that manipulate digital images

Overview

Neural Style Transfer Web App - [FastAPI + streamlit + Docker]

NST - application based on the Perceptual Losses for Real-Time Style Transfer and Super-Resolution paper and Justin Johnson's pre-trained models.

Application implements:

  • Develop an asynchronous API with Python and FastAPI
  • Serve up a machine learning model with FastAPI
  • Develop a UI with Streamlit
  • Containerize FastAPI and Streamlit with Docker
  • Leverage asyncio to execute code in the background outside the request/response flow

Owner
Roman Spiridonov
Software engineer / Backend Developer
Roman Spiridonov
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